Getting Started with Natural Language Processing (NLP)

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by Dhiren Gala dot icon Updated: Jun 9, 2022

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NLP helps build systems that can automatically analyze, process, summarize and extract meaning from natural language text. In a nutshell, NLP helps machines mimic human behaviour and allows us to build applications that can reason about different types of documents. NLP open-source libraries are tools that allow you to build your own NLP applications. These libraries can be used to develop many different types of applications, like Speech Recognition, chatbots, Sentimental Analysis, Email Spam Filtering, Language Translator, search engines, and question answering systems. NLTK is one of the most popular NLP libraries in Python. It provides easy-to-use interfaces to corpora and lexical resources such as WordNet, along with statistical models for common tasks such as part-of-speech tagging and noun phrase extraction. Following list has libraries for most basic Sentimental Analysis VADER (Valence Aware Dictionary and sEntiment Reasoner) Tool, collection of NLP resources – blogs, books, tutorials, and more. Check out the list of free, open source libraries to help you with your projects:

Some Popular Open Source Libraries to get you started

Utilize the below libraries to tokenize, implement part-of-speech tagging, stemming, sentiment analysis, topic segmentation, and named entity recognition.

nltkby nltk

Python doticonstar image 12020 doticonVersion:Currentdoticon
License: Permissive (Apache-2.0)

NLTK Source

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            nltkby nltk

            Python doticon star image 12020 doticonVersion:Currentdoticon License: Permissive (Apache-2.0)

            NLTK Source
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                      transformersby huggingface

                      Python doticonstar image 104111 doticonVersion:v4.30.2doticon
                      License: Permissive (Apache-2.0)

                      🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX.

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                                transformersby huggingface

                                Python doticon star image 104111 doticonVersion:v4.30.2doticon License: Permissive (Apache-2.0)

                                🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX.
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                                          spaCyby explosion

                                          Python doticonstar image 26383 doticonVersion:v3.2.6doticon
                                          License: Permissive (MIT)

                                          💫 Industrial-strength Natural Language Processing (NLP) in Python

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                                                    spaCyby explosion

                                                    Python doticon star image 26383 doticonVersion:v3.2.6doticon License: Permissive (MIT)

                                                    💫 Industrial-strength Natural Language Processing (NLP) in Python
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                                                              CoreNLPby stanfordnlp

                                                              Java doticonstar image 9050 doticonVersion:v4.5.4doticon
                                                              License: Strong Copyleft (GPL-3.0)

                                                              Stanford CoreNLP: A Java suite of core NLP tools.

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                                                                        CoreNLPby stanfordnlp

                                                                        Java doticon star image 9050 doticonVersion:v4.5.4doticon License: Strong Copyleft (GPL-3.0)

                                                                        Stanford CoreNLP: A Java suite of core NLP tools.
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                                                                                  TextBlobby sloria

                                                                                  Python doticonstar image 8597 doticonVersion:0.7.0doticon
                                                                                  License: Permissive (MIT)

                                                                                  Simple, Pythonic, text processing--Sentiment analysis, part-of-speech tagging, noun phrase extraction, translation, and more.

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                                                                                            TextBlobby sloria

                                                                                            Python doticon star image 8597 doticonVersion:0.7.0doticon License: Permissive (MIT)

                                                                                            Simple, Pythonic, text processing--Sentiment analysis, part-of-speech tagging, noun phrase extraction, translation, and more.
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                                                                                                      Sentimental Analysis Repository

                                                                                                      vaderSentimentby cjhutto

                                                                                                      Python doticonstar image 3977 doticonVersion:0.5doticon
                                                                                                      License: Permissive (MIT)

                                                                                                      VADER Sentiment Analysis. VADER (Valence Aware Dictionary and sEntiment Reasoner) is a lexicon and rule-based sentiment analysis tool that is specifically attuned to sentiments expressed in social media, and works well on texts from other domains.

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                                                                                                                vaderSentimentby cjhutto

                                                                                                                Python doticon star image 3977 doticonVersion:0.5doticon License: Permissive (MIT)

                                                                                                                VADER Sentiment Analysis. VADER (Valence Aware Dictionary and sEntiment Reasoner) is a lexicon and rule-based sentiment analysis tool that is specifically attuned to sentiments expressed in social media, and works well on texts from other domains.
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